Pandas Profiling Report

Dataset statistics

Number of variables	20
Number of observations	28470
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.3 MiB
Average record size in memory	160.0 B

Variable types

Numeric	17
Categorical	3

Alerts

`data` has a high cardinality: 146 distinct values	High cardinality
`posicao` has a high cardinality: 195 distinct values	High cardinality
`df_index` is highly correlated with `nesta`	High correlation
`pr` is highly correlated with `umidade`	High correlation
`umidade` is highly correlated with `pr`	High correlation
`EMI` is highly correlated with `nino3`	High correlation
`nino3` is highly correlated with `EMI`	High correlation
`atn` is highly correlated with `atlgrad`	High correlation
`ats` is highly correlated with `atl3` and 1 other fields	High correlation
`atlgrad` is highly correlated with `atn` and 2 other fields	High correlation
`atl3` is highly correlated with `ats` and 2 other fields	High correlation
`seta` is highly correlated with `ats` and 2 other fields	High correlation
`nesta` is highly correlated with `df_index`	High correlation
`df_index` is highly correlated with `nesta`	High correlation
`pr` is highly correlated with `umidade`	High correlation
`umidade` is highly correlated with `pr`	High correlation
`EMI` is highly correlated with `nino3`	High correlation
`nino3` is highly correlated with `EMI`	High correlation
`atn` is highly correlated with `atlgrad`	High correlation
`ats` is highly correlated with `atlgrad` and 2 other fields	High correlation
`atlgrad` is highly correlated with `atn` and 3 other fields	High correlation
`atl3` is highly correlated with `ats` and 2 other fields	High correlation
`seta` is highly correlated with `ats` and 2 other fields	High correlation
`nesta` is highly correlated with `df_index`	High correlation
`pr` is highly correlated with `umidade`	High correlation
`umidade` is highly correlated with `pr`	High correlation
`ats` is highly correlated with `atl3` and 1 other fields	High correlation
`atl3` is highly correlated with `ats` and 1 other fields	High correlation
`seta` is highly correlated with `ats` and 1 other fields	High correlation
`df_index` is highly correlated with `EMI` and 7 other fields	High correlation
`pr` is highly correlated with `umidade`	High correlation
`umidade` is highly correlated with `pr` and 1 other fields	High correlation
`vento_vertical` is highly correlated with `regiao_hidro` and 1 other fields	High correlation
`vorticidade` is highly correlated with `lat`	High correlation
`EMI` is highly correlated with `df_index` and 7 other fields	High correlation
`nino3` is highly correlated with `df_index` and 7 other fields	High correlation
`atn` is highly correlated with `df_index` and 8 other fields	High correlation
`ats` is highly correlated with `df_index` and 6 other fields	High correlation
`atlgrad` is highly correlated with `df_index` and 7 other fields	High correlation
`atl3` is highly correlated with `df_index` and 7 other fields	High correlation
`seta` is highly correlated with `df_index` and 7 other fields	High correlation
`nesta` is highly correlated with `df_index` and 6 other fields	High correlation
`regiao_hidro` is highly correlated with `vento_vertical` and 2 other fields	High correlation
`lat` is highly correlated with `vorticidade` and 2 other fields	High correlation
`lon` is highly correlated with `vento_vertical` and 2 other fields	High correlation
`df_index` is uniformly distributed	Uniform
`data` is uniformly distributed	Uniform
`posicao` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`vento_vertical` has 717 (2.5%) zeros	Zeros
`seta` has 390 (1.4%) zeros	Zeros
`nesta` has 585 (2.1%) zeros	Zeros

Reproduction

Analysis started	2022-06-04 15:43:40.588035
Analysis finished	2022-06-04 15:44:05.482576
Duration	24.89 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	28470
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	82094.5

Minimum	67860
Maximum	96329
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	67860
5-th percentile	69283.45
Q1	74977.25
median	82094.5
Q3	89211.75
95-th percentile	94905.55
Maximum	96329
Range	28469
Interquartile range (IQR)	14234.5

Descriptive statistics

Standard deviation	8218.725418
Coefficient of variation (CV)	0.1001129846
Kurtosis	-1.2
Mean	82094.5
Median Absolute Deviation (MAD)	7117.5
Skewness	0
Sum	2337230415
Variance	67547447.5
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
67860	1	< 0.1%
86836	1	< 0.1%
86847	1	< 0.1%
86846	1	< 0.1%
86845	1	< 0.1%
86844	1	< 0.1%
86843	1	< 0.1%
86842	1	< 0.1%
86841	1	< 0.1%
86840	1	< 0.1%
Other values (28460)	28460	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
67860	1	< 0.1%
67861	1	< 0.1%
67862	1	< 0.1%
67863	1	< 0.1%
67864	1	< 0.1%
67865	1	< 0.1%
67866	1	< 0.1%
67867	1	< 0.1%
67868	1	< 0.1%
67869	1	< 0.1%

Value	Count	Frequency (%)
96329	1	< 0.1%
96328	1	< 0.1%
96327	1	< 0.1%
96326	1	< 0.1%
96325	1	< 0.1%
96324	1	< 0.1%
96323	1	< 0.1%
96322	1	< 0.1%
96321	1	< 0.1%
96320	1	< 0.1%

data
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	146
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	222.5 KiB

2010-01-01	195
2019-02-01	195
2017-10-01	195
2017-11-01	195
2017-12-01	195
Other values (141)	27495

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	284700
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2010-01-01
2nd row	2010-01-01
3rd row	2010-01-01
4th row	2010-01-01
5th row	2010-01-01

Common Values

Value	Count	Frequency (%)
2010-01-01	195	0.7%
2019-02-01	195	0.7%
2017-10-01	195	0.7%
2017-11-01	195	0.7%
2017-12-01	195	0.7%
2018-01-01	195	0.7%
2018-02-01	195	0.7%
2018-03-01	195	0.7%
2018-04-01	195	0.7%
2018-05-01	195	0.7%
Other values (136)	26520	93.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2010-01-01	195	0.7%
2012-12-01	195	0.7%
2011-06-01	195	0.7%
2010-09-01	195	0.7%
2010-03-01	195	0.7%
2010-04-01	195	0.7%
2010-05-01	195	0.7%
2010-06-01	195	0.7%
2010-07-01	195	0.7%
2010-08-01	195	0.7%
Other values (136)	26520	93.2%

Most occurring characters

Value	Count	Frequency (%)
0	85410	30.0%
1	68445	24.0%
-	56940	20.0%
2	41145	14.5%
9	4680	1.6%
7	4680	1.6%
8	4680	1.6%
3	4680	1.6%
4	4680	1.6%
5	4680	1.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	227760	80.0%
Dash Punctuation	56940	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	85410	37.5%
1	68445	30.1%
2	41145	18.1%
9	4680	2.1%
7	4680	2.1%
8	4680	2.1%
3	4680	2.1%
4	4680	2.1%
5	4680	2.1%
6	4680	2.1%

Dash Punctuation

Value	Count	Frequency (%)
-	56940	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	284700	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	85410	30.0%
1	68445	24.0%
-	56940	20.0%
2	41145	14.5%
9	4680	1.6%
7	4680	1.6%
8	4680	1.6%
3	4680	1.6%
4	4680	1.6%
5	4680	1.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	284700	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	85410	30.0%
1	68445	24.0%
-	56940	20.0%
2	41145	14.5%
9	4680	1.6%
7	4680	1.6%
8	4680	1.6%
3	4680	1.6%
4	4680	1.6%
5	4680	1.6%

posicao
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	195
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	222.5 KiB

(-4.75, -39.25)	146
(-3.25, -39.75)	146
(-3.0, -40.5)	146
(-3.0, -40.25)	146
(-4.5, -39.75)	146
Other values (190)	27740

Length

Max length	15
Median length	14
Mean length	14.01025641
Min length	13

Characters and Unicode

Total characters	398872
Distinct characters	16
Distinct categories	6 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	(-4.75, -39.25)
2nd row	(-4.75, -39.0)
3rd row	(-4.75, -38.75)
4th row	(-4.75, -38.5)
5th row	(-4.5, -39.0)

Common Values

Value	Count	Frequency (%)
(-4.75, -39.25)	146	0.5%
(-3.25, -39.75)	146	0.5%
(-3.0, -40.5)	146	0.5%
(-3.0, -40.25)	146	0.5%
(-4.5, -39.75)	146	0.5%
(-4.5, -39.25)	146	0.5%
(-4.25, -39.75)	146	0.5%
(-4.25, -39.5)	146	0.5%
(-4.25, -39.25)	146	0.5%
(-4.25, -39.0)	146	0.5%
Other values (185)	27010	94.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
40.0	2628	4.6%
39.75	2628	4.6%
40.25	2628	4.6%
39.0	2628	4.6%
39.25	2628	4.6%
39.5	2482	4.4%
40.5	2336	4.1%
38.75	2336	4.1%
4.75	2190	3.8%
40.75	2190	3.8%
Other values (26)	32266	56.7%

Most occurring characters

Value	Count	Frequency (%)
-	56940	14.3%
.	56940	14.3%
5	49348	12.4%
(	28470	7.1%
,	28470	7.1%
	28470	7.1%
)	28470	7.1%
0	24528	6.1%
3	22338	5.6%
4	19418	4.9%
Other values (6)	55480	13.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	171112	42.9%
Other Punctuation	85410	21.4%
Dash Punctuation	56940	14.3%
Open Punctuation	28470	7.1%
Space Separator	28470	7.1%
Close Punctuation	28470	7.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	49348	28.8%
0	24528	14.3%
3	22338	13.1%
4	19418	11.3%
7	17666	10.3%
2	14454	8.4%
9	10366	6.1%
8	5840	3.4%
6	5256	3.1%
1	1898	1.1%

Other Punctuation

Value	Count	Frequency (%)
.	56940	66.7%
,	28470	33.3%

Dash Punctuation

Value	Count	Frequency (%)
-	56940	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	28470	100.0%

Space Separator

Value	Count	Frequency (%)
	28470	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	28470	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	398872	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
-	56940	14.3%
.	56940	14.3%
5	49348	12.4%
(	28470	7.1%
,	28470	7.1%
	28470	7.1%
)	28470	7.1%
0	24528	6.1%
3	22338	5.6%
4	19418	4.9%
Other values (6)	55480	13.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	398872	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
-	56940	14.3%
.	56940	14.3%
5	49348	12.4%
(	28470	7.1%
,	28470	7.1%
	28470	7.1%
)	28470	7.1%
0	24528	6.1%
3	22338	5.6%
4	19418	4.9%
Other values (6)	55480	13.9%

pr
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	12744
Distinct (%)	44.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	63.4049863

Minimum	0.3
Maximum	665.07
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	0.3
5-th percentile	1.91
Q1	5.26
median	26.82
Q3	98.3
95-th percentile	230.5155
Maximum	665.07
Range	664.77
Interquartile range (IQR)	93.04

Descriptive statistics

Standard deviation	80.72883873
Coefficient of variation (CV)	1.273225395
Kurtosis	3.916330489
Mean	63.4049863
Median Absolute Deviation (MAD)	23.95
Skewness	1.857184667
Sum	1805139.96
Variance	6517.145403
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.91	33	0.1%
2.5	33	0.1%
2.59	32	0.1%
4.16	32	0.1%
3.38	31	0.1%
2.72	30	0.1%
3.52	30	0.1%
3.71	30	0.1%
3.75	30	0.1%
3.57	29	0.1%
Other values (12734)	28160	98.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.3	1	< 0.1%
0.32	3	< 0.1%
0.36	1	< 0.1%
0.37	2	< 0.1%
0.38	1	< 0.1%
0.39	2	< 0.1%
0.4	2	< 0.1%
0.41	3	< 0.1%
0.42	3	< 0.1%
0.43	3	< 0.1%

Value	Count	Frequency (%)
665.07	1	< 0.1%
613.12	1	< 0.1%
574.39	1	< 0.1%
563.78	1	< 0.1%
553.83	1	< 0.1%
553.14	1	< 0.1%
546.73	1	< 0.1%
544.88	1	< 0.1%
534.77	1	< 0.1%
525.96	1	< 0.1%

divergencia
Real number (ℝ)

Distinct	15565
Distinct (%)	54.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-1.815667961 × 10^-7

Minimum	-1.13971 × 10^-5
Maximum	1.85255 × 10^-5
Zeros	0
Zeros (%)	0.0%
Negative	17043
Negative (%)	59.9%
Memory size	222.5 KiB

Quantile statistics

Minimum	-1.13971 × 10^-5
5-th percentile	-5.293701 × 10^-6
Q1	-2.79908 × 10^-6
median	-9.01039 × 10^-7
Q3	1.8966 × 10^-6
95-th percentile	7.151161 × 10^-6
Maximum	1.85255 × 10^-5
Range	2.99226 × 10^-5
Interquartile range (IQR)	4.69568 × 10^-6

Descriptive statistics

Standard deviation	3.82726483 × 10^-6
Coefficient of variation (CV)	-21.07910098
Kurtosis	1.048574057
Mean	-1.815667961 × 10^-7
Median Absolute Deviation (MAD)	2.22365 × 10^-6
Skewness	0.8737554957
Sum	-0.005169206686
Variance	1.464795608 × 10^-11
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.81175 × 10^-6	9	< 0.1%
-2.90906 × 10^-6	9	< 0.1%
-1.6159 × 10^-6	9	< 0.1%
-2.16578 × 10^-6	9	< 0.1%
-1.05983 × 10^-6	8	< 0.1%
-1.53063 × 10^-6	8	< 0.1%
-3.05426 × 10^-6	8	< 0.1%
-7.32983 × 10^-7	8	< 0.1%
-2.34867 × 10^-6	8	< 0.1%
-6.7058 × 10^-7	8	< 0.1%
Other values (15555)	28386	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.13971 × 10^-5	1	< 0.1%
-1.1289 × 10^-5	1	< 0.1%
-1.12056 × 10^-5	1	< 0.1%
-1.07008 × 10^-5	1	< 0.1%
-1.06823 × 10^-5	1	< 0.1%
-1.06452 × 10^-5	1	< 0.1%
-1.05927 × 10^-5	1	< 0.1%
-1.05142 × 10^-5	1	< 0.1%
-1.05105 × 10^-5	1	< 0.1%
-1.03931 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
1.85255 × 10^-5	1	< 0.1%
1.82932 × 10^-5	1	< 0.1%
1.82314 × 10^-5	1	< 0.1%
1.79843 × 10^-5	1	< 0.1%
1.76617 × 10^-5	1	< 0.1%
1.7519 × 10^-5	1	< 0.1%
1.73769 × 10^-5	1	< 0.1%
1.73207 × 10^-5	1	< 0.1%
1.72923 × 10^-5	1	< 0.1%
1.68802 × 10^-5	1	< 0.1%

umidade
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3447
Distinct (%)	12.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	73.15834106

Minimum	48.86
Maximum	90.12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	48.86
5-th percentile	59.65
Q1	66.22
median	73.82
Q3	80.17
95-th percentile	85.37
Maximum	90.12
Range	41.26
Interquartile range (IQR)	13.95

Descriptive statistics

Standard deviation	8.322605987
Coefficient of variation (CV)	0.1137615461
Kurtosis	-1.014163196
Mean	73.15834106
Median Absolute Deviation (MAD)	6.9
Skewness	-0.1925936516
Sum	2082817.97
Variance	69.26577041
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
81.06	25	0.1%
79.38	24	0.1%
83.05	23	0.1%
78.3	23	0.1%
78.47	22	0.1%
80.06	21	0.1%
78.68	21	0.1%
78.95	21	0.1%
68.69	20	0.1%
71.63	20	0.1%
Other values (3437)	28250	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
48.86	1	< 0.1%
49.16	1	< 0.1%
49.32	1	< 0.1%
49.39	1	< 0.1%
49.51	1	< 0.1%
50.33	1	< 0.1%
50.34	1	< 0.1%
50.36	1	< 0.1%
50.49	1	< 0.1%
50.6	1	< 0.1%

Value	Count	Frequency (%)
90.12	2	< 0.1%
89.79	1	< 0.1%
89.65	1	< 0.1%
89.53	1	< 0.1%
89.52	1	< 0.1%
89.45	1	< 0.1%
89.44	1	< 0.1%
89.42	2	< 0.1%
89.39	1	< 0.1%
89.28	1	< 0.1%

vento_vertical
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	126
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.04648647699

Minimum	-0.55
Maximum	0.79
Zeros	717
Zeros (%)	2.5%
Negative	20484
Negative (%)	71.9%
Memory size	222.5 KiB

Quantile statistics

Minimum	-0.55
5-th percentile	-0.23
Q1	-0.12
median	-0.06
Q3	0.01
95-th percentile	0.19
Maximum	0.79
Range	1.34
Interquartile range (IQR)	0.13

Descriptive statistics

Standard deviation	0.1304509834
Coefficient of variation (CV)	-2.806213588
Kurtosis	3.248196767
Mean	-0.04648647699
Median Absolute Deviation (MAD)	0.06
Skewness	1.06616869
Sum	-1323.47
Variance	0.01701745907
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.06	1426	5.0%
-0.07	1424	5.0%
-0.08	1326	4.7%
-0.05	1324	4.7%
-0.09	1230	4.3%
-0.1	1200	4.2%
-0.04	1173	4.1%
-0.03	1088	3.8%
-0.11	1035	3.6%
-0.12	956	3.4%
Other values (116)	16288	57.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.55	1	< 0.1%
-0.52	1	< 0.1%
-0.51	1	< 0.1%
-0.49	2	< 0.1%
-0.47	4	< 0.1%
-0.46	2	< 0.1%
-0.45	1	< 0.1%
-0.44	2	< 0.1%
-0.43	7	< 0.1%
-0.42	8	< 0.1%

Value	Count	Frequency (%)
0.79	1	< 0.1%
0.76	1	< 0.1%
0.75	3	< 0.1%
0.74	1	< 0.1%
0.72	3	< 0.1%
0.71	1	< 0.1%
0.7	2	< 0.1%
0.69	2	< 0.1%
0.67	3	< 0.1%
0.66	2	< 0.1%

vorticidade
Real number (ℝ)

HIGH CORRELATION

Distinct	12274
Distinct (%)	43.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.850243754 × 10^-6

Minimum	-3.0734 × 10^-5
Maximum	5.02077 × 10^-5
Zeros	0
Zeros (%)	0.0%
Negative	3826
Negative (%)	13.4%
Memory size	222.5 KiB

Quantile statistics

Minimum	-3.0734 × 10^-5
5-th percentile	-4.6045695 × 10^-6
Q1	3.28607 × 10^-6
median	8.79077 × 10^-6
Q3	1.43367 × 10^-5
95-th percentile	2.27644 × 10^-5
Maximum	5.02077 × 10^-5
Range	8.09417 × 10^-5
Interquartile range (IQR)	1.105063 × 10^-5

Descriptive statistics

Standard deviation	8.597553265 × 10^-6
Coefficient of variation (CV)	0.9714481887
Kurtosis	0.7698947903
Mean	8.850243754 × 10^-6
Median Absolute Deviation (MAD)	5.52531 × 10^-6
Skewness	-0.07528731449
Sum	0.2519664397
Variance	7.391792214 × 10^-11
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.05707 × 10^-5	13	< 0.1%
1.53103 × 10^-5	11	< 0.1%
1.0305 × 10^-5	11	< 0.1%
9.61545 × 10^-6	11	< 0.1%
1.27882 × 10^-5	11	< 0.1%
8.14249 × 10^-6	10	< 0.1%
6.72909 × 10^-6	9	< 0.1%
7.42777 × 10^-6	9	< 0.1%
6.37173 × 10^-6	9	< 0.1%
7.15975 × 10^-6	9	< 0.1%
Other values (12264)	28367	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.0734 × 10^-5	1	< 0.1%
-2.88991 × 10^-5	1	< 0.1%
-2.78545 × 10^-5	1	< 0.1%
-2.76209 × 10^-5	1	< 0.1%
-2.74903 × 10^-5	1	< 0.1%
-2.74124 × 10^-5	1	< 0.1%
-2.73643 × 10^-5	1	< 0.1%
-2.72452 × 10^-5	1	< 0.1%
-2.63174 × 10^-5	1	< 0.1%
-2.61594 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
5.02077 × 10^-5	1	< 0.1%
4.58347 × 10^-5	1	< 0.1%
4.56262 × 10^-5	1	< 0.1%
4.51887 × 10^-5	1	< 0.1%
4.50375 × 10^-5	1	< 0.1%
4.36745 × 10^-5	1	< 0.1%
4.32965 × 10^-5	1	< 0.1%
4.29941 × 10^-5	1	< 0.1%
4.29552 × 10^-5	1	< 0.1%
4.28842 × 10^-5	1	< 0.1%

fluxo_energia
Real number (ℝ)

Distinct	13045
Distinct (%)	45.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.68395609

Minimum	-1181.83
Maximum	1081.59
Zeros	0
Zeros (%)	0.0%
Negative	9733
Negative (%)	34.2%
Memory size	222.5 KiB

Quantile statistics

Minimum	-1181.83
5-th percentile	-231.0505
Q1	-40.12
median	55.93
Q3	147.56
95-th percentile	309.422
Maximum	1081.59
Range	2263.42
Interquartile range (IQR)	187.68

Descriptive statistics

Standard deviation	174.3014694
Coefficient of variation (CV)	3.50820432
Kurtosis	3.260775841
Mean	49.68395609
Median Absolute Deviation (MAD)	93.66
Skewness	-0.3120302366
Sum	1414502.23
Variance	30381.00224
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.57	15	0.1%
81.54	14	< 0.1%
-46.59	12	< 0.1%
186.41	11	< 0.1%
41.32	11	< 0.1%
31.35	11	< 0.1%
71.58	11	< 0.1%
17.55	11	< 0.1%
28.9	11	< 0.1%
69.41	11	< 0.1%
Other values (13035)	28352	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1181.83	1	< 0.1%
-1111.38	1	< 0.1%
-1066.15	1	< 0.1%
-1055.36	1	< 0.1%
-1010.2	1	< 0.1%
-964.37	1	< 0.1%
-935.49	1	< 0.1%
-935.46	1	< 0.1%
-928.4	1	< 0.1%
-925.52	1	< 0.1%

Value	Count	Frequency (%)
1081.59	1	< 0.1%
1040.54	1	< 0.1%
1036.04	1	< 0.1%
1000.78	1	< 0.1%
976.16	1	< 0.1%
971.23	1	< 0.1%
941.85	1	< 0.1%
932.88	1	< 0.1%
931.49	1	< 0.1%
930.64	1	< 0.1%

EMI
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	112
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.03116438356

Minimum	-1.7
Maximum	1.22
Zeros	195
Zeros (%)	0.7%
Negative	13260
Negative (%)	46.6%
Memory size	222.5 KiB

Quantile statistics

Minimum	-1.7
5-th percentile	-1.28
Q1	-0.45
median	0.03
Q3	0.46
95-th percentile	0.98
Maximum	1.22
Range	2.92
Interquartile range (IQR)	0.91

Descriptive statistics

Standard deviation	0.6518870465
Coefficient of variation (CV)	-20.91769424
Kurtosis	-0.2929169189
Mean	-0.03116438356
Median Absolute Deviation (MAD)	0.45
Skewness	-0.4185585026
Sum	-887.25
Variance	0.4249567214
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.77	585	2.1%
0.35	585	2.1%
-0.08	585	2.1%
0.03	585	2.1%
-0.88	390	1.4%
0.33	390	1.4%
0.45	390	1.4%
-0.09	390	1.4%
-1.11	390	1.4%
0.02	390	1.4%
Other values (102)	23790	83.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.7	195	0.7%
-1.63	195	0.7%
-1.51	195	0.7%
-1.47	195	0.7%
-1.46	195	0.7%
-1.42	195	0.7%
-1.41	195	0.7%
-1.28	195	0.7%
-1.18	195	0.7%
-1.12	195	0.7%

Value	Count	Frequency (%)
1.22	195	0.7%
1.14	195	0.7%
1.12	195	0.7%
1.09	195	0.7%
1.08	195	0.7%
1.02	195	0.7%
1	195	0.7%
0.98	195	0.7%
0.97	195	0.7%
0.93	195	0.7%

nino3
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	112
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.08226027397

Minimum	-1.52
Maximum	2.81
Zeros	195
Zeros (%)	0.7%
Negative	16575
Negative (%)	58.2%
Memory size	222.5 KiB

Quantile statistics

Minimum	-1.52
5-th percentile	-1.24
Q1	-0.68
median	-0.2
Q3	0.35
95-th percentile	1.81
Maximum	2.81
Range	4.33
Interquartile range (IQR)	1.03

Descriptive statistics

Standard deviation	0.8654106429
Coefficient of variation (CV)	-10.52039583
Kurtosis	1.858766754
Mean	-0.08226027397
Median Absolute Deviation (MAD)	0.51
Skewness	1.149046219
Sum	-2341.95
Variance	0.7489355809
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.35	780	2.7%
-0.71	585	2.1%
-0.44	585	2.1%
0.08	390	1.4%
0.57	390	1.4%
-0.94	390	1.4%
-0.57	390	1.4%
-0.64	390	1.4%
-0.34	390	1.4%
0.09	390	1.4%
Other values (102)	23790	83.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.52	195	0.7%
-1.51	195	0.7%
-1.5	195	0.7%
-1.33	195	0.7%
-1.31	195	0.7%
-1.28	195	0.7%
-1.27	195	0.7%
-1.24	195	0.7%
-1.22	195	0.7%
-1.17	390	1.4%

Value	Count	Frequency (%)
2.81	390	1.4%
2.59	195	0.7%
2.58	195	0.7%
2.47	195	0.7%
2.05	195	0.7%
1.98	195	0.7%
1.81	195	0.7%
1.55	195	0.7%
1.41	195	0.7%
1.06	195	0.7%

atn
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	82
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1664383562

Minimum	-0.6
Maximum	1.29
Zeros	195
Zeros (%)	0.7%
Negative	8970
Negative (%)	31.5%
Memory size	222.5 KiB

Quantile statistics

Minimum	-0.6
5-th percentile	-0.32
Q1	-0.06
median	0.185
Q3	0.34
95-th percentile	0.73
Maximum	1.29
Range	1.89
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.3317916545
Coefficient of variation (CV)	1.993480722
Kurtosis	0.9305071546
Mean	0.1664383562
Median Absolute Deviation (MAD)	0.195
Skewness	0.5656781169
Sum	4738.5
Variance	0.110085702
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.34	1170	4.1%
0.3	975	3.4%
0.22	780	2.7%
0.32	780	2.7%
0.09	780	2.7%
0.12	585	2.1%
-0.23	585	2.1%
-0.06	585	2.1%
0.63	585	2.1%
0.23	585	2.1%
Other values (72)	21060	74.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.6	195	0.7%
-0.47	195	0.7%
-0.46	195	0.7%
-0.44	195	0.7%
-0.41	195	0.7%
-0.4	195	0.7%
-0.37	195	0.7%
-0.32	195	0.7%
-0.31	195	0.7%
-0.29	195	0.7%

Value	Count	Frequency (%)
1.29	195	0.7%
1.22	195	0.7%
1.08	195	0.7%
1.01	195	0.7%
0.97	195	0.7%
0.81	195	0.7%
0.73	390	1.4%
0.71	195	0.7%
0.66	195	0.7%
0.63	585	2.1%

ats
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	84
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1674657534

Minimum	-0.76
Maximum	1.03
Zeros	195
Zeros (%)	0.7%
Negative	7995
Negative (%)	28.1%
Memory size	222.5 KiB

Quantile statistics

Minimum	-0.76
5-th percentile	-0.38
Q1	-0.04
median	0.19
Q3	0.37
95-th percentile	0.69
Maximum	1.03
Range	1.79
Interquartile range (IQR)	0.41

Descriptive statistics

Standard deviation	0.3224212279
Coefficient of variation (CV)	1.925296494
Kurtosis	0.0996244813
Mean	0.1674657534
Median Absolute Deviation (MAD)	0.21
Skewness	-0.1578649548
Sum	4767.75
Variance	0.1039554482
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.23	975	3.4%
0.28	780	2.7%
0.08	780	2.7%
0.15	780	2.7%
-0.1	585	2.1%
0.19	585	2.1%
0.8	585	2.1%
0.17	585	2.1%
0.21	585	2.1%
0.37	585	2.1%
Other values (74)	21645	76.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.76	195	0.7%
-0.69	195	0.7%
-0.53	195	0.7%
-0.52	195	0.7%
-0.43	195	0.7%
-0.42	195	0.7%
-0.41	195	0.7%
-0.38	390	1.4%
-0.37	195	0.7%
-0.3	390	1.4%

Value	Count	Frequency (%)
1.03	195	0.7%
0.84	195	0.7%
0.8	585	2.1%
0.71	390	1.4%
0.69	195	0.7%
0.68	390	1.4%
0.67	195	0.7%
0.66	195	0.7%
0.62	195	0.7%
0.6	390	1.4%

atlgrad
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	90
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.001712328767

Minimum	-0.93
Maximum	0.69
Zeros	195
Zeros (%)	0.7%
Negative	12675
Negative (%)	44.5%
Memory size	222.5 KiB

Quantile statistics

Minimum	-0.93
5-th percentile	-0.63
Q1	-0.2
median	0.05
Q3	0.27
95-th percentile	0.47
Maximum	0.69
Range	1.62
Interquartile range (IQR)	0.47

Descriptive statistics

Standard deviation	0.3548636406
Coefficient of variation (CV)	-207.2403661
Kurtosis	-0.2396207164
Mean	-0.001712328767
Median Absolute Deviation (MAD)	0.245
Skewness	-0.5519599546
Sum	-48.75
Variance	0.1259282034
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.31	1170	4.1%
-0.06	780	2.7%
0.36	780	2.7%
-0.05	780	2.7%
0.16	780	2.7%
-0.15	585	2.1%
-0.27	585	2.1%
0.1	585	2.1%
0.09	585	2.1%
-0.04	585	2.1%
Other values (80)	21255	74.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.93	195	0.7%
-0.92	195	0.7%
-0.9	195	0.7%
-0.87	195	0.7%
-0.67	195	0.7%
-0.65	195	0.7%
-0.63	390	1.4%
-0.62	195	0.7%
-0.6	390	1.4%
-0.59	195	0.7%

Value	Count	Frequency (%)
0.69	390	1.4%
0.62	195	0.7%
0.57	195	0.7%
0.53	195	0.7%
0.51	195	0.7%
0.5	195	0.7%
0.47	390	1.4%
0.46	195	0.7%
0.45	390	1.4%
0.43	195	0.7%

atl3
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	95
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1733561644

Minimum	-0.77
Maximum	1.36
Zeros	0
Zeros (%)	0.0%
Negative	9555
Negative (%)	33.6%
Memory size	222.5 KiB

Quantile statistics

Minimum	-0.77
5-th percentile	-0.56
Q1	-0.09
median	0.18
Q3	0.44
95-th percentile	0.94
Maximum	1.36
Range	2.13
Interquartile range (IQR)	0.53

Descriptive statistics

Standard deviation	0.4352611169
Coefficient of variation (CV)	2.510791113
Kurtosis	-0.02119331421
Mean	0.1733561644
Median Absolute Deviation (MAD)	0.27
Skewness	0.2117857256
Sum	4935.45
Variance	0.1894522399
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.09	1170	4.1%
0.1	780	2.7%
0.65	780	2.7%
0.33	780	2.7%
0.23	585	2.1%
0.5	585	2.1%
0.14	585	2.1%
-0.43	585	2.1%
0.03	585	2.1%
0.53	585	2.1%
Other values (85)	21450	75.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.77	195	0.7%
-0.71	390	1.4%
-0.69	195	0.7%
-0.64	195	0.7%
-0.62	195	0.7%
-0.57	195	0.7%
-0.56	195	0.7%
-0.53	195	0.7%
-0.48	195	0.7%
-0.44	195	0.7%

Value	Count	Frequency (%)
1.36	195	0.7%
1.27	195	0.7%
1.22	195	0.7%
1.21	195	0.7%
1.12	195	0.7%
1.06	195	0.7%
1.01	195	0.7%
0.94	195	0.7%
0.92	195	0.7%
0.81	195	0.7%

seta
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	90
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1847260274

Minimum	-0.78
Maximum	1.17
Zeros	390
Zeros (%)	1.4%
Negative	8580
Negative (%)	30.1%
Memory size	222.5 KiB

Quantile statistics

Minimum	-0.78
5-th percentile	-0.34
Q1	-0.06
median	0.195
Q3	0.43
95-th percentile	0.77
Maximum	1.17
Range	1.95
Interquartile range (IQR)	0.49

Descriptive statistics

Standard deviation	0.3529084414
Coefficient of variation (CV)	1.910442434
Kurtosis	0.3550978683
Mean	0.1847260274
Median Absolute Deviation (MAD)	0.235
Skewness	0.05808993466
Sum	5259.15
Variance	0.124544368
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.18	975	3.4%
0.41	780	2.7%
0.07	780	2.7%
0.43	780	2.7%
0.45	585	2.1%
-0.08	585	2.1%
0.36	585	2.1%
0.24	585	2.1%
0.44	585	2.1%
-0.17	585	2.1%
Other values (80)	21645	76.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.78	195	0.7%
-0.75	195	0.7%
-0.65	195	0.7%
-0.49	195	0.7%
-0.45	195	0.7%
-0.44	195	0.7%
-0.37	195	0.7%
-0.34	195	0.7%
-0.32	195	0.7%
-0.3	195	0.7%

Value	Count	Frequency (%)
1.17	195	0.7%
1.13	195	0.7%
1.05	195	0.7%
1	195	0.7%
0.98	195	0.7%
0.86	195	0.7%
0.81	195	0.7%
0.77	195	0.7%
0.69	195	0.7%
0.67	195	0.7%

nesta
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	77
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2569178082

Minimum	-0.57
Maximum	0.81
Zeros	585
Zeros (%)	2.1%
Negative	4485
Negative (%)	15.8%
Memory size	222.5 KiB

Quantile statistics

Minimum	-0.57
5-th percentile	-0.2
Q1	0.06
median	0.3
Q3	0.45
95-th percentile	0.61
Maximum	0.81
Range	1.38
Interquartile range (IQR)	0.39

Descriptive statistics

Standard deviation	0.2542009289
Coefficient of variation (CV)	0.9894251031
Kurtosis	0.1467266864
Mean	0.2569178082
Median Absolute Deviation (MAD)	0.19
Skewness	-0.5665265934
Sum	7314.45
Variance	0.06461811225
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.51	975	3.4%
0.3	975	3.4%
0.49	975	3.4%
0.03	780	2.7%
0.4	780	2.7%
0.45	780	2.7%
0.52	780	2.7%
0.63	585	2.1%
0.48	585	2.1%
0.43	585	2.1%
Other values (67)	20670	72.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.57	195	0.7%
-0.54	195	0.7%
-0.26	390	1.4%
-0.25	390	1.4%
-0.22	195	0.7%
-0.2	195	0.7%
-0.17	195	0.7%
-0.16	195	0.7%
-0.12	195	0.7%
-0.1	195	0.7%

Value	Count	Frequency (%)
0.81	195	0.7%
0.73	195	0.7%
0.71	195	0.7%
0.64	195	0.7%
0.63	585	2.1%
0.61	195	0.7%
0.59	390	1.4%
0.58	195	0.7%
0.57	195	0.7%
0.56	390	1.4%

regiao_hidro
Categorical

HIGH CORRELATION

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	222.5 KiB

Bacia do Alto Jaguaribe	4818
Bacia do Banabuiú	3942
Bacia Metropolitana	2774
Bacia do Acaraú	2628
Bacia do Salgado	2336
Other values (7)	11972

Length

Max length	28
Median length	23
Mean length	19.4
Min length	13

Characters and Unicode

Total characters	552318
Distinct characters	27
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Bacia Metropolitana
2nd row	Bacia Metropolitana
3rd row	Bacia Metropolitana
4th row	Bacia Metropolitana
5th row	Bacia Metropolitana

Common Values

Value	Count	Frequency (%)
Bacia do Alto Jaguaribe	4818	16.9%
Bacia do Banabuiú	3942	13.8%
Bacia Metropolitana	2774	9.7%
Bacia do Acaraú	2628	9.2%
Bacia do Salgado	2336	8.2%
Bacia do Medio Jaguaribe	2190	7.7%
Bacia do Coreaú	1898	6.7%
Bacia do Curu	1898	6.7%
Bacia dos Sertões de Crateús	1898	6.7%
Bacia do Litoral	1752	6.2%
Other values (2)	2336	8.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
bacia	28470	29.4%
do	22776	23.5%
jaguaribe	8322	8.6%
alto	4818	5.0%
banabuiú	3942	4.1%
metropolitana	2774	2.9%
acaraú	2628	2.7%
salgado	2336	2.4%
medio	2190	2.3%
da	2044	2.1%
Other values (10)	16498	17.0%

Most occurring characters

Value	Count	Frequency (%)
a	109938	19.9%
	68328	12.4%
i	49786	9.0%
o	44530	8.1%
B	33726	6.1%
d	33142	6.0%
c	31098	5.6%
r	25112	4.5%
e	23798	4.3%
u	16060	2.9%
Other values (17)	116800	21.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	415808	75.3%
Space Separator	68328	12.4%
Uppercase Letter	68182	12.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	109938	26.4%
i	49786	12.0%
o	44530	10.7%
d	33142	8.0%
c	31098	7.5%
r	25112	6.0%
e	23798	5.7%
u	16060	3.9%
t	15914	3.8%
b	14308	3.4%
Other values (8)	52122	12.5%

Uppercase Letter

Value	Count	Frequency (%)
B	33726	49.5%
J	8322	12.2%
A	7446	10.9%
C	5694	8.4%
S	5256	7.7%
M	4964	7.3%
L	1752	2.6%
I	1022	1.5%

Space Separator

Value	Count	Frequency (%)
	68328	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	483990	87.6%
Common	68328	12.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	109938	22.7%
i	49786	10.3%
o	44530	9.2%
B	33726	7.0%
d	33142	6.8%
c	31098	6.4%
r	25112	5.2%
e	23798	4.9%
u	16060	3.3%
t	15914	3.3%
Other values (16)	100886	20.8%

Common

Value	Count	Frequency (%)
	68328	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	540054	97.8%
None	12264	2.2%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	109938	20.4%
	68328	12.7%
i	49786	9.2%
o	44530	8.2%
B	33726	6.2%
d	33142	6.1%
c	31098	5.8%
r	25112	4.6%
e	23798	4.4%
u	16060	3.0%
Other values (15)	104536	19.4%

None

Value	Count	Frequency (%)
ú	10366	84.5%
õ	1898	15.5%

lat
Real number (ℝ)

HIGH CORRELATION

Distinct	20
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-5.082051282

Minimum	-7.75
Maximum	-3
Zeros	0
Zeros (%)	0.0%
Negative	28470
Negative (%)	100.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-7.75
5-th percentile	-7.25
Q1	-6
median	-5
Q3	-4
95-th percentile	-3.25
Maximum	-3
Range	4.75
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.219914609
Coefficient of variation (CV)	-0.2400437425
Kurtosis	-0.9165790853
Mean	-5.082051282
Median Absolute Deviation (MAD)	1
Skewness	-0.1852839987
Sum	-144686
Variance	1.488191654
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
-4.75	2190	7.7%
-5	2044	7.2%
-4.5	2044	7.2%
-5.5	1752	6.2%
-4.25	1752	6.2%
-4	1752	6.2%
-3.75	1752	6.2%
-5.25	1752	6.2%
-6	1606	5.6%
-5.75	1606	5.6%
Other values (10)	10220	35.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7.75	146	0.5%
-7.5	438	1.5%
-7.25	1168	4.1%
-7	1022	3.6%
-6.75	1022	3.6%
-6.5	1314	4.6%
-6.25	1314	4.6%
-6	1606	5.6%
-5.75	1606	5.6%
-5.5	1752	6.2%

Value	Count	Frequency (%)
-3	1022	3.6%
-3.25	1314	4.6%
-3.5	1460	5.1%
-3.75	1752	6.2%
-4	1752	6.2%
-4.25	1752	6.2%
-4.5	2044	7.2%
-4.75	2190	7.7%
-5	2044	7.2%
-5.25	1752	6.2%

lon
Real number (ℝ)

HIGH CORRELATION

Distinct	16
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-39.60641026

Minimum	-41.25
Maximum	-37.5
Zeros	0
Zeros (%)	0.0%
Negative	28470
Negative (%)	100.0%
Memory size	222.5 KiB

Quantile statistics

Minimum	-41.25
5-th percentile	-41
Q1	-40.25
median	-39.75
Q3	-39
95-th percentile	-38.25
Maximum	-37.5
Range	3.75
Interquartile range (IQR)	1.25

Descriptive statistics

Standard deviation	0.8729839986
Coefficient of variation (CV)	-0.0220414825
Kurtosis	-0.8107703036
Mean	-39.60641026
Median Absolute Deviation (MAD)	0.75
Skewness	0.1407043876
Sum	-1127594.5
Variance	0.7621010618
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
-39.25	2628	9.2%
-39	2628	9.2%
-40.25	2628	9.2%
-40	2628	9.2%
-39.75	2628	9.2%
-39.5	2482	8.7%
-38.75	2336	8.2%
-40.5	2336	8.2%
-40.75	2190	7.7%
-38.5	1460	5.1%
Other values (6)	4526	15.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-41.25	584	2.1%
-41	1314	4.6%
-40.75	2190	7.7%
-40.5	2336	8.2%
-40.25	2628	9.2%
-40	2628	9.2%
-39.75	2628	9.2%
-39.5	2482	8.7%
-39.25	2628	9.2%
-39	2628	9.2%

Value	Count	Frequency (%)
-37.5	146	0.5%
-37.75	438	1.5%
-38	730	2.6%
-38.25	1314	4.6%
-38.5	1460	5.1%
-38.75	2336	8.2%
-39	2628	9.2%
-39.25	2628	9.2%
-39.5	2482	8.7%
-39.75	2628	9.2%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	data	posicao	pr	divergencia	umidade	vento_vertical	vorticidade	fluxo_energia	EMI	nino3	atn	ats	atlgrad	atl3	seta	nesta	regiao_hidro	lat	lon
0	67860	2010-01-01	(-4.75, -39.25)	99.90	0.000009	79.61	-0.06	0.000008	76.08	1.0	1.06	0.38	0.53	-0.15	0.1	0.39	-0.16	Bacia Metropolitana	-4.75	-39.25
1	67861	2010-01-01	(-4.75, -39.0)	75.04	0.000010	78.74	-0.07	0.000009	106.09	1.0	1.06	0.38	0.53	-0.15	0.1	0.39	-0.16	Bacia Metropolitana	-4.75	-39.00
2	67862	2010-01-01	(-4.75, -38.75)	83.24	0.000010	77.68	-0.08	0.000011	39.08	1.0	1.06	0.38	0.53	-0.15	0.1	0.39	-0.16	Bacia Metropolitana	-4.75	-38.75
3	67863	2010-01-01	(-4.75, -38.5)	94.63	0.000011	76.71	-0.07	0.000014	-98.92	1.0	1.06	0.38	0.53	-0.15	0.1	0.39	-0.16	Bacia Metropolitana	-4.75	-38.50
4	67864	2010-01-01	(-4.5, -39.0)	89.76	0.000010	77.70	-0.00	0.000006	71.08	1.0	1.06	0.38	0.53	-0.15	0.1	0.39	-0.16	Bacia Metropolitana	-4.50	-39.00
5	67865	2010-01-01	(-4.5, -38.75)	96.78	0.000011	76.60	-0.13	0.000014	1.09	1.0	1.06	0.38	0.53	-0.15	0.1	0.39	-0.16	Bacia Metropolitana	-4.50	-38.75
6	67866	2010-01-01	(-4.5, -38.5)	79.99	0.000010	75.20	-0.05	0.000012	-35.91	1.0	1.06	0.38	0.53	-0.15	0.1	0.39	-0.16	Bacia Metropolitana	-4.50	-38.50
7	67867	2010-01-01	(-4.5, -38.25)	57.40	0.000010	73.53	-0.06	0.000018	63.10	1.0	1.06	0.38	0.53	-0.15	0.1	0.39	-0.16	Bacia Metropolitana	-4.50	-38.25
8	67868	2010-01-01	(-4.5, -38.0)	67.50	0.000010	70.26	-0.06	0.000020	64.09	1.0	1.06	0.38	0.53	-0.15	0.1	0.39	-0.16	Bacia Metropolitana	-4.50	-38.00
9	67869	2010-01-01	(-4.25, -38.75)	79.77	0.000011	75.23	-0.12	0.000020	50.08	1.0	1.06	0.38	0.53	-0.15	0.1	0.39	-0.16	Bacia Metropolitana	-4.25	-38.75

Last rows

	df_index	data	posicao	pr	divergencia	umidade	vento_vertical	vorticidade	fluxo_energia	EMI	nino3	atn	ats	atlgrad	atl3	seta	nesta	regiao_hidro	lat	lon
28460	96320	2022-02-01	(-5.5, -40.75)	16.07	6.646010e-07	80.46	-0.12	0.000013	-227.34	0.04	-1.17	0.45	0.4	0.05	0.12	0.35	0.51	Bacia dos Sertões de Crateús	-5.50	-40.75
28461	96321	2022-02-01	(-5.5, -40.5)	12.18	-1.652970e-06	80.92	-0.16	0.000004	122.66	0.04	-1.17	0.45	0.4	0.05	0.12	0.35	0.51	Bacia dos Sertões de Crateús	-5.50	-40.50
28462	96322	2022-02-01	(-5.5, -40.25)	11.35	-6.242410e-07	79.45	-0.07	0.000011	122.66	0.04	-1.17	0.45	0.4	0.05	0.12	0.35	0.51	Bacia dos Sertões de Crateús	-5.50	-40.25
28463	96323	2022-02-01	(-5.25, -40.75)	19.99	1.385020e-06	79.53	-0.14	0.000011	-272.32	0.04	-1.17	0.45	0.4	0.05	0.12	0.35	0.51	Bacia dos Sertões de Crateús	-5.25	-40.75
28464	96324	2022-02-01	(-5.25, -40.5)	11.83	-7.027080e-07	79.85	-0.14	0.000003	101.66	0.04	-1.17	0.45	0.4	0.05	0.12	0.35	0.51	Bacia dos Sertões de Crateús	-5.25	-40.50
28465	96325	2022-02-01	(-5.25, -40.25)	12.81	7.554250e-07	78.69	-0.04	0.000015	97.69	0.04	-1.17	0.45	0.4	0.05	0.12	0.35	0.51	Bacia dos Sertões de Crateús	-5.25	-40.25
28466	96326	2022-02-01	(-5.0, -40.75)	27.71	1.383160e-06	79.00	-0.13	0.000006	-135.32	0.04	-1.17	0.45	0.4	0.05	0.12	0.35	0.51	Bacia dos Sertões de Crateús	-5.00	-40.75
28467	96327	2022-02-01	(-5.0, -40.5)	24.11	-1.849470e-07	79.46	-0.09	-0.000002	120.67	0.04	-1.17	0.45	0.4	0.05	0.12	0.35	0.51	Bacia dos Sertões de Crateús	-5.00	-40.50
28468	96328	2022-02-01	(-5.0, -40.25)	16.98	2.199350e-06	78.71	-0.05	0.000014	292.69	0.04	-1.17	0.45	0.4	0.05	0.12	0.35	0.51	Bacia dos Sertões de Crateús	-5.00	-40.25
28469	96329	2022-02-01	(-4.75, -40.75)	50.48	7.016720e-07	78.93	-0.11	0.000007	232.67	0.04	-1.17	0.45	0.4	0.05	0.12	0.35	0.51	Bacia dos Sertões de Crateús	-4.75	-40.75

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Dash Punctuation

Open Punctuation

Space Separator

Close Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows